{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cc1eedff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torch.nn.functional as F\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# 有 GPU 就用 GPU，没有就用 CPU\n",
    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "13ecfa78",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']  # 用来正常显示中文标签 \n",
    "plt.rcParams['axes.unicode_minus']=False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "46d8ebd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from PIL import Image, ImageFont, ImageDraw\n",
    "# # 导入中文字体，指定字号\n",
    "# font = ImageFont.truetype('SimHei.ttf', 32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25c3abaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '人参果',\n",
       " 1: '佛手瓜',\n",
       " 2: '哈密瓜',\n",
       " 3: '圣女果',\n",
       " 4: '山楂',\n",
       " 5: '山竹',\n",
       " 6: '无花果',\n",
       " 7: '木瓜',\n",
       " 8: '李子',\n",
       " 9: '杏',\n",
       " 10: '杨桃',\n",
       " 11: '杨梅',\n",
       " 12: '枇杷',\n",
       " 13: '枣',\n",
       " 14: '柚子',\n",
       " 15: '柠檬',\n",
       " 16: '柿子',\n",
       " 17: '树莓',\n",
       " 18: '桂圆',\n",
       " 19: '桑葚',\n",
       " 20: '梨',\n",
       " 21: '椰子',\n",
       " 22: '榴莲',\n",
       " 23: '樱桃',\n",
       " 24: '橘子',\n",
       " 25: '毛丹',\n",
       " 26: '水蜜桃',\n",
       " 27: '沃柑',\n",
       " 28: '沙果',\n",
       " 29: '沙棘',\n",
       " 30: '油桃',\n",
       " 31: '牛油果',\n",
       " 32: '猕猴桃',\n",
       " 33: '甘蔗',\n",
       " 34: '甜瓜-伊丽莎白',\n",
       " 35: '甜瓜-白',\n",
       " 36: '甜瓜-绿',\n",
       " 37: '甜瓜-金',\n",
       " 38: '番石榴-百',\n",
       " 39: '番石榴-红',\n",
       " 40: '白兰瓜',\n",
       " 41: '白心火龙果',\n",
       " 42: '白萝卜',\n",
       " 43: '百香果',\n",
       " 44: '石榴',\n",
       " 45: '砂糖橘',\n",
       " 46: '粑粑柑',\n",
       " 47: '红心火龙果',\n",
       " 48: '红苹果',\n",
       " 49: '羊奶果',\n",
       " 50: '羊角蜜',\n",
       " 51: '胡萝卜',\n",
       " 52: '脐橙',\n",
       " 53: '腰果',\n",
       " 54: '芒果',\n",
       " 55: '芦柑',\n",
       " 56: '草莓',\n",
       " 57: '荔枝',\n",
       " 58: '莲雾',\n",
       " 59: '菠萝',\n",
       " 60: '菠萝莓',\n",
       " 61: '菠萝蜜',\n",
       " 62: '葡萄-白',\n",
       " 63: '葡萄-红',\n",
       " 64: '蓝莓',\n",
       " 65: '蛇皮果',\n",
       " 66: '蟠桃',\n",
       " 67: '血橙',\n",
       " 68: '西柚',\n",
       " 69: '西梅',\n",
       " 70: '西瓜',\n",
       " 71: '西红柿',\n",
       " 72: '车厘子',\n",
       " 73: '酸角',\n",
       " 74: '金桔',\n",
       " 75: '青柠',\n",
       " 76: '青苹果',\n",
       " 77: '香橼',\n",
       " 78: '香蕉',\n",
       " 79: '黄桃',\n",
       " 80: '黑莓'}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入编号转对应类别字典, allow_pickle=True表示可以加载npy文件\n",
    "idx_to_labels = np.load('idx_to_labels.npy', allow_pickle=True).item()\n",
    "idx_to_labels\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c580e85e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (relu): ReLU(inplace=True)\n",
       "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  (layer1): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
       "  (fc): Linear(in_features=512, out_features=81, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from torchvision import models\n",
    "import torch.nn as nn\n",
    "# 载入模型结构\n",
    "model = models.resnet18(pretrained=True) # 载入预训练模型\n",
    "model.fc = nn.Linear(model.fc.in_features, len(idx_to_labels))\n",
    "model.fc\n",
    "model  = model.to(device)\n",
    "\n",
    "\n",
    "# 加载模型权重\n",
    "state_dict = torch.load(r'checkpoint_1\\best-0.897.pth') \n",
    "model.load_state_dict(state_dict)\n",
    "model.eval()  # 设置模型为评估模式\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "c72e8359",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 预处理\n",
    "from torchvision import transforms\n",
    "# 测试集图像预处理-RCTN：缩放、裁剪、转 Tensor、归一化\n",
    "test_transform = transforms.Compose([transforms.Resize(256),\n",
    "                                     transforms.CenterCrop(224),\n",
    "                                     transforms.ToTensor(),\n",
    "                                     transforms.Normalize(\n",
    "                                         mean=[0.485, 0.456, 0.406], \n",
    "                                         std=[0.229, 0.224, 0.225])\n",
    "                                    ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "759ae9fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(234, 321, 3)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入一张图片\n",
    "from PIL import Image\n",
    "from pathlib import Path\n",
    "img_path = r'测试哈密瓜图片.jpg   '\n",
    "\n",
    "image = Image.open(img_path)\n",
    "np.array(image).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "88e4c51f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "image/png": 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",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=321x234>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "b871f252",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 224, 224])"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_img = test_transform(image) # 预处理\n",
    "input_img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1506c0de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 224, 224])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_img = input_img.unsqueeze(0).to(device) # 添加添加一个维度，并移动到GPU上\n",
    "input_img.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "2cbcd93f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_logits = model(input_img) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "beb4d6e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 4.3875,  3.7236, 12.7745, -1.8149, -3.6206, -1.6236,  3.3468,  4.2764,\n",
       "         -1.4426, -2.9682,  0.8007, -1.9699, -4.7225, -1.6079,  4.1812,  1.5509,\n",
       "         -3.4144, -1.5226, -3.4642, -3.2661, -0.4117,  2.9399, -0.1582, -2.4541,\n",
       "         -0.1203, -1.0271, -2.8655, -3.3545, -5.4889, -3.7392, -2.4923,  4.3030,\n",
       "          2.5523, -1.6811,  5.3604,  5.6129,  8.6651,  5.6053,  1.7130,  0.8303,\n",
       "          6.6024, -1.6259,  3.1286,  2.1693, -2.8466, -5.6268, -2.7639, -1.7235,\n",
       "         -3.8907,  0.5923,  7.0089, -2.7675, -2.0484, -3.2024,  1.6386, -3.3803,\n",
       "         -1.1296, -1.7668, -3.8155, -1.4599,  0.2976,  5.6558, -0.7507, -3.2270,\n",
       "         -2.4947, -0.2883, -2.9041, -2.2960,  0.5347,  0.4801,  5.4720, -1.2870,\n",
       "         -3.6164, -3.5840, -1.7636,  2.8315,  0.3404,  3.6092, -0.8826, -1.2060,\n",
       "         -1.9712]], device='cuda:0', grad_fn=<AddmmBackward0>)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_logits"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "d63119e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[2.2188e-04, 1.1423e-04, 9.7396e-01, 4.4920e-07, 7.3834e-08, 5.4392e-07,\n",
       "         7.8374e-05, 1.9855e-04, 6.5183e-07, 1.4176e-07, 6.1431e-06, 3.8471e-07,\n",
       "         2.4530e-08, 5.5252e-07, 1.8052e-04, 1.3008e-05, 9.0743e-08, 6.0172e-07,\n",
       "         8.6333e-08, 1.0525e-07, 1.8275e-06, 5.2175e-05, 2.3548e-06, 2.3706e-07,\n",
       "         2.4457e-06, 9.8759e-07, 1.5711e-07, 9.6346e-08, 1.1399e-08, 6.5578e-08,\n",
       "         2.2818e-07, 2.0391e-04, 3.5410e-05, 5.1352e-07, 5.8700e-04, 7.5563e-04,\n",
       "         1.5991e-02, 7.4989e-04, 1.5297e-05, 6.3277e-06, 2.0326e-03, 5.4270e-07,\n",
       "         6.3005e-05, 2.4142e-05, 1.6009e-07, 9.9305e-09, 1.7390e-07, 4.9222e-07,\n",
       "         5.6355e-08, 4.9874e-06, 3.0519e-03, 1.7328e-07, 3.5568e-07, 1.1217e-07,\n",
       "         1.4200e-05, 9.3890e-08, 8.9137e-07, 4.7137e-07, 6.0761e-08, 6.4065e-07,\n",
       "         3.7146e-06, 7.8873e-04, 1.3020e-06, 1.0944e-07, 2.2763e-07, 2.0676e-06,\n",
       "         1.5116e-07, 2.7765e-07, 4.7085e-06, 4.4582e-06, 6.5632e-04, 7.6158e-07,\n",
       "         7.4140e-08, 7.6588e-08, 4.7287e-07, 4.6814e-05, 3.8771e-06, 1.0188e-04,\n",
       "         1.1412e-06, 8.2584e-07, 3.8424e-07]], device='cuda:0',\n",
       "       grad_fn=<SoftmaxBackward0>)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_softmax = F.softmax(pred_logits, dim=1) # 对 logit 分数做 softmax 运算\n",
    "pred_softmax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "eb9a4a40",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 10))\n",
    "\n",
    "x = idx_to_labels.values()\n",
    "\n",
    "y = pred_softmax.cpu().detach().numpy()[0] * 100\n",
    "\n",
    "width = 0.2 # 柱状图宽度\n",
    "\n",
    "ax = plt.bar(x, y, width, align='edge') # 柱状图, x轴坐标，y 轴坐标, width 柱子宽度\n",
    "\n",
    "plt.bar_label(ax, fmt='%.2f', fontsize=10, label_type='center') # 置信度数值\n",
    "# plt.tick_params(labelsize=10) # 设置坐标文字大小\n",
    "\n",
    "# plt.title(img_path, fontsize=20)\n",
    "plt.xticks(rotation=90) # 横轴文字旋转\n",
    "# plt.xlabel('类别', fontsize=20)\n",
    "\n",
    "# plt.bar_label(ax, fmt='%.2f', fontsize=15) # 置信度数值\n",
    "# plt.tick_params(labelsize=20) # 设置坐标文字大小\n",
    "\n",
    "# plt.title(img_path, fontsize=30)\n",
    "# plt.xticks(rotation=45) # 横轴文字旋转\n",
    "plt.xlabel('类别', fontsize=20)\n",
    "plt.ylabel('置信度', fontsize=20)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
